Pandas Profiling Report

Dataset statistics

Number of variables	14
Number of observations	344
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	37.8 KiB
Average record size in memory	112.4 B

Variable types

Categorical	5
Numeric	7
Text	1
Boolean	1

Alerts

`Body Mass (g)` is highly overall correlated with `Culmen Length (mm)` and 3 other fields	High correlation
`Culmen Depth (mm)` is highly overall correlated with `Delta 15 N (o/oo)` and 2 other fields	High correlation
`Culmen Length (mm)` is highly overall correlated with `Body Mass (g)` and 2 other fields	High correlation
`Date Egg` is highly overall correlated with `Island` and 3 other fields	High correlation
`Delta 13 C (o/oo)` is highly overall correlated with `Delta 15 N (o/oo)` and 3 other fields	High correlation
`Delta 15 N (o/oo)` is highly overall correlated with `Body Mass (g)` and 3 other fields	High correlation
`Flipper Length (mm)` is highly overall correlated with `Body Mass (g)` and 3 other fields	High correlation
`Island` is highly overall correlated with `Date Egg` and 1 other fields	High correlation
`Sample Number` is highly overall correlated with `Date Egg` and 2 other fields	High correlation
`Species` is highly overall correlated with `Body Mass (g)` and 7 other fields	High correlation
`studyName` is highly overall correlated with `Date Egg` and 2 other fields	High correlation
`Clutch Completion` is highly imbalanced (51.6%)	Imbalance

Reproduction

Analysis started	2025-02-14 12:15:25.241468
Analysis finished	2025-02-14 12:15:34.421664
Duration	9.18 seconds
Software version	ydata-profiling vv4.12.2
Download configuration	config.json

studyName
Categorical

High correlation

Distinct	3
Distinct (%)	0.9%
Missing	0
Missing (%)	0.0%
Memory size	2.8 KiB

PAL0910	120
PAL0809	114
PAL0708	110

Length

Max length	7
Median length	7
Mean length	7
Min length	7

Characters and Unicode

Total characters	2408
Distinct characters	8
Distinct categories	2 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	PAL0708
2nd row	PAL0708
3rd row	PAL0708
4th row	PAL0708
5th row	PAL0708

Common Values

Value	Count	Frequency (%)
PAL0910	120	34.9%
PAL0809	114	33.1%
PAL0708	110	32.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
pal0910	120	34.9%
pal0809	114	33.1%
pal0708	110	32.0%

Most occurring characters

Value	Count	Frequency (%)
0	688	28.6%
P	344	14.3%
A	344	14.3%
L	344	14.3%
9	234	9.7%
8	224	9.3%
1	120	5.0%
7	110	4.6%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	1376	57.1%
Uppercase Letter	1032	42.9%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	688	50.0%
9	234	17.0%
8	224	16.3%
1	120	8.7%
7	110	8.0%

Uppercase Letter

Value	Count	Frequency (%)
P	344	33.3%
A	344	33.3%
L	344	33.3%

Most occurring scripts

Value	Count	Frequency (%)
Common	1376	57.1%
Latin	1032	42.9%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	688	50.0%
9	234	17.0%
8	224	16.3%
1	120	8.7%
7	110	8.0%

Latin

Value	Count	Frequency (%)
P	344	33.3%
A	344	33.3%
L	344	33.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	2408	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	688	28.6%
P	344	14.3%
A	344	14.3%
L	344	14.3%
9	234	9.7%
8	224	9.3%
1	120	5.0%
7	110	4.6%

Sample Number
Real number (ℝ)

High correlation

Distinct	152
Distinct (%)	44.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	63.151163

Minimum	1
Maximum	152
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.8 KiB

Quantile statistics

Minimum	1
5-th percentile	6.15
Q1	29
median	58
Q3	95.25
95-th percentile	134.85
Maximum	152
Range	151
Interquartile range (IQR)	66.25

Descriptive statistics

Standard deviation	40.430199
Coefficient of variation (CV)	0.64021306
Kurtosis	-0.9260372
Mean	63.151163
Median Absolute Deviation (MAD)	32
Skewness	0.35140216
Sum	21724
Variance	1634.601
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	3	0.9%
2	3	0.9%
3	3	0.9%
4	3	0.9%
5	3	0.9%
6	3	0.9%
7	3	0.9%
8	3	0.9%
9	3	0.9%
10	3	0.9%
Other values (142)	314	91.3%

Value	Count	Frequency (%)
1	3	0.9%
2	3	0.9%
3	3	0.9%
4	3	0.9%
5	3	0.9%
6	3	0.9%
7	3	0.9%
8	3	0.9%
9	3	0.9%
10	3	0.9%

Value	Count	Frequency (%)
152	1	0.3%
151	1	0.3%
150	1	0.3%
149	1	0.3%
148	1	0.3%
147	1	0.3%
146	1	0.3%
145	1	0.3%
144	1	0.3%
143	1	0.3%

Species
Categorical

High correlation

Distinct	3
Distinct (%)	0.9%
Missing	0
Missing (%)	0.0%
Memory size	2.8 KiB

Adelie Penguin (Pygoscelis adeliae)	152
Gentoo penguin (Pygoscelis papua)	124
Chinstrap penguin (Pygoscelis antarctica)	68

Length

Max length	41
Median length	35
Mean length	35.465116
Min length	33

Characters and Unicode

Total characters	12200
Distinct characters	23
Distinct categories	5 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Adelie Penguin (Pygoscelis adeliae)
2nd row	Adelie Penguin (Pygoscelis adeliae)
3rd row	Adelie Penguin (Pygoscelis adeliae)
4th row	Adelie Penguin (Pygoscelis adeliae)
5th row	Adelie Penguin (Pygoscelis adeliae)

Common Values

Value	Count	Frequency (%)
Adelie Penguin (Pygoscelis adeliae)	152	44.2%
Gentoo penguin (Pygoscelis papua)	124	36.0%
Chinstrap penguin (Pygoscelis antarctica)	68	19.8%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
penguin	344	25.0%
pygoscelis	344	25.0%
adelie	152	11.0%
adeliae	152	11.0%
gentoo	124	9.0%
papua	124	9.0%
chinstrap	68	4.9%
antarctica	68	4.9%

Most occurring characters

Value	Count	Frequency (%)
e	1420	11.6%
i	1128	9.2%
	1032	8.5%
n	948	7.8%
a	824	6.8%
s	756	6.2%
g	688	5.6%
l	648	5.3%
o	592	4.9%
p	508	4.2%
Other values (13)	3656	30.0%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	9640	79.0%
Space Separator	1032	8.5%
Uppercase Letter	840	6.9%
Open Punctuation	344	2.8%
Close Punctuation	344	2.8%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
e	1420	14.7%
i	1128	11.7%
n	948	9.8%
a	824	8.5%
s	756	7.8%
g	688	7.1%
l	648	6.7%
o	592	6.1%
p	508	5.3%
c	480	5.0%
Other values (6)	1648	17.1%

Uppercase Letter

Value	Count	Frequency (%)
P	496	59.0%
A	152	18.1%
G	124	14.8%
C	68	8.1%

Space Separator

Value	Count	Frequency (%)
	1032	100.0%

Open Punctuation

Value	Count	Frequency (%)
(	344	100.0%

Close Punctuation

Value	Count	Frequency (%)
)	344	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	10480	85.9%
Common	1720	14.1%

Most frequent character per script

Latin

Value	Count	Frequency (%)
e	1420	13.5%
i	1128	10.8%
n	948	9.0%
a	824	7.9%
s	756	7.2%
g	688	6.6%
l	648	6.2%
o	592	5.6%
p	508	4.8%
P	496	4.7%
Other values (10)	2472	23.6%

Common

Value	Count	Frequency (%)
	1032	60.0%
(	344	20.0%
)	344	20.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	12200	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
e	1420	11.6%
i	1128	9.2%
	1032	8.5%
n	948	7.8%
a	824	6.8%
s	756	6.2%
g	688	5.6%
l	648	5.3%
o	592	4.9%
p	508	4.2%
Other values (13)	3656	30.0%

Island
Categorical

High correlation

Distinct	3
Distinct (%)	0.9%
Missing	0
Missing (%)	0.0%
Memory size	2.8 KiB

Biscoe	168
Dream	124
Torgersen	52

Length

Max length	9
Median length	6
Mean length	6.0930233
Min length	5

Characters and Unicode

Total characters	2096
Distinct characters	13
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Torgersen
2nd row	Torgersen
3rd row	Torgersen
4th row	Torgersen
5th row	Torgersen

Common Values

Value	Count	Frequency (%)
Biscoe	168	48.8%
Dream	124	36.0%
Torgersen	52	15.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
biscoe	168	48.8%
dream	124	36.0%
torgersen	52	15.1%

Most occurring characters

Value	Count	Frequency (%)
e	396	18.9%
r	228	10.9%
s	220	10.5%
o	220	10.5%
B	168	8.0%
c	168	8.0%
i	168	8.0%
D	124	5.9%
a	124	5.9%
m	124	5.9%
Other values (3)	156	7.4%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	1752	83.6%
Uppercase Letter	344	16.4%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
e	396	22.6%
r	228	13.0%
s	220	12.6%
o	220	12.6%
c	168	9.6%
i	168	9.6%
a	124	7.1%
m	124	7.1%
g	52	3.0%
n	52	3.0%

Uppercase Letter

Value	Count	Frequency (%)
B	168	48.8%
D	124	36.0%
T	52	15.1%

Most occurring scripts

Value	Count	Frequency (%)
Latin	2096	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
e	396	18.9%
r	228	10.9%
s	220	10.5%
o	220	10.5%
B	168	8.0%
c	168	8.0%
i	168	8.0%
D	124	5.9%
a	124	5.9%
m	124	5.9%
Other values (3)	156	7.4%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	2096	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
e	396	18.9%
r	228	10.9%
s	220	10.5%
o	220	10.5%
B	168	8.0%
c	168	8.0%
i	168	8.0%
D	124	5.9%
a	124	5.9%
m	124	5.9%
Other values (3)	156	7.4%

Individual ID
Text

Distinct	190
Distinct (%)	55.2%
Missing	0
Missing (%)	0.0%
Memory size	2.8 KiB

Length

Max length	6
Median length	5
Mean length	4.9011628
Min length	4

Characters and Unicode

Total characters	1686
Distinct characters	12
Distinct categories	2 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	76 ?
Unique (%)	22.1%

Sample

1st row	N1A1
2nd row	N1A2
3rd row	N2A1
4th row	N2A2
5th row	N3A1

Value	Count	Frequency (%)
n6a1	3	0.9%
n6a2	3	0.9%
n13a2	3	0.9%
n13a1	3	0.9%
n8a2	3	0.9%
n8a1	3	0.9%
n18a1	3	0.9%
n18a2	3	0.9%
n35a1	3	0.9%
n35a2	3	0.9%
Other values (180)	314	91.3%

Most occurring characters

Value	Count	Frequency (%)
N	344	20.4%
A	344	20.4%
2	260	15.4%
1	250	14.8%
3	82	4.9%
6	76	4.5%
4	70	4.2%
8	60	3.6%
5	60	3.6%
7	58	3.4%
Other values (2)	82	4.9%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	998	59.2%
Uppercase Letter	688	40.8%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
2	260	26.1%
1	250	25.1%
3	82	8.2%
6	76	7.6%
4	70	7.0%
8	60	6.0%
5	60	6.0%
7	58	5.8%
9	50	5.0%
0	32	3.2%

Uppercase Letter

Value	Count	Frequency (%)
N	344	50.0%
A	344	50.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	998	59.2%
Latin	688	40.8%

Most frequent character per script

Common

Value	Count	Frequency (%)
2	260	26.1%
1	250	25.1%
3	82	8.2%
6	76	7.6%
4	70	7.0%
8	60	6.0%
5	60	6.0%
7	58	5.8%
9	50	5.0%
0	32	3.2%

Latin

Value	Count	Frequency (%)
N	344	50.0%
A	344	50.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	1686	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
N	344	20.4%
A	344	20.4%
2	260	15.4%
1	250	14.8%
3	82	4.9%
6	76	4.5%
4	70	4.2%
8	60	3.6%
5	60	3.6%
7	58	3.4%
Other values (2)	82	4.9%

Clutch Completion
Boolean

Imbalance

Distinct	2
Distinct (%)	0.6%
Missing	0
Missing (%)	0.0%
Memory size	476.0 B

True	308
False	36

Value	Count	Frequency (%)
True	308	89.5%
False	36	10.5%

Date Egg
Categorical

High correlation

Distinct	50
Distinct (%)	14.5%
Missing	0
Missing (%)	0.0%
Memory size	2.8 KiB

11/27/07	18
11/16/07	16
11/9/08	16
11/18/09	14
11/13/08	12
Other values (45)	268

Length

Max length	8
Median length	8
Mean length	7.7325581
Min length	7

Characters and Unicode

Total characters	2660
Distinct characters	11
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	11/11/07
2nd row	11/11/07
3rd row	11/16/07
4th row	11/16/07
5th row	11/16/07

Common Values

Value	Count	Frequency (%)
11/27/07	18	5.2%
11/16/07	16	4.7%
11/9/08	16	4.7%
11/18/09	14	4.1%
11/13/08	12	3.5%
11/6/08	12	3.5%
11/21/09	12	3.5%
11/4/08	12	3.5%
11/14/08	10	2.9%
11/22/09	10	2.9%
Other values (40)	212	61.6%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
11/27/07	18	5.2%
11/16/07	16	4.7%
11/9/08	16	4.7%
11/18/09	14	4.1%
11/13/08	12	3.5%
11/6/08	12	3.5%
11/21/09	12	3.5%
11/4/08	12	3.5%
11/14/08	10	2.9%
11/22/09	10	2.9%
Other values (40)	212	61.6%

Most occurring characters

Value	Count	Frequency (%)
1	844	31.7%
/	688	25.9%
0	364	13.7%
9	164	6.2%
7	154	5.8%
2	150	5.6%
8	146	5.5%
3	46	1.7%
6	42	1.6%
4	32	1.2%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	1972	74.1%
Other Punctuation	688	25.9%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
1	844	42.8%
0	364	18.5%
9	164	8.3%
7	154	7.8%
2	150	7.6%
8	146	7.4%
3	46	2.3%
6	42	2.1%
4	32	1.6%
5	30	1.5%

Other Punctuation

Value	Count	Frequency (%)
/	688	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	2660	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
1	844	31.7%
/	688	25.9%
0	364	13.7%
9	164	6.2%
7	154	5.8%
2	150	5.6%
8	146	5.5%
3	46	1.7%
6	42	1.6%
4	32	1.2%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	2660	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
1	844	31.7%
/	688	25.9%
0	364	13.7%
9	164	6.2%
7	154	5.8%
2	150	5.6%
8	146	5.5%
3	46	1.7%
6	42	1.6%
4	32	1.2%

Culmen Length (mm)
Real number (ℝ)

High correlation

Distinct	165
Distinct (%)	48.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	43.92193

Minimum	32.1
Maximum	59.6
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.8 KiB

Quantile statistics

Minimum	32.1
5-th percentile	35.7
Q1	39.275
median	44.25
Q3	48.5
95-th percentile	51.985
Maximum	59.6
Range	27.5
Interquartile range (IQR)	9.225

Descriptive statistics

Standard deviation	5.4436433
Coefficient of variation (CV)	0.12393907
Kurtosis	-0.8634797
Mean	43.92193
Median Absolute Deviation (MAD)	4.65
Skewness	0.053271789
Sum	15109.144
Variance	29.633252
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
41.1	7	2.0%
45.2	6	1.7%
37.8	5	1.5%
39.6	5	1.5%
50	5	1.5%
46.5	5	1.5%
46.2	5	1.5%
45.5	5	1.5%
50.5	5	1.5%
39.7	4	1.2%
Other values (155)	292	84.9%

Value	Count	Frequency (%)
32.1	1	0.3%
33.1	1	0.3%
33.5	1	0.3%
34	1	0.3%
34.1	1	0.3%
34.4	1	0.3%
34.5	1	0.3%
34.6	2	0.6%
35	2	0.6%
35.1	1	0.3%

Value	Count	Frequency (%)
59.6	1	0.3%
58	1	0.3%
55.9	1	0.3%
55.8	1	0.3%
55.1	1	0.3%
54.3	1	0.3%
54.2	1	0.3%
53.5	1	0.3%
53.4	1	0.3%
52.8	1	0.3%

Culmen Depth (mm)
Real number (ℝ)

High correlation

Distinct	81
Distinct (%)	23.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	17.15117

Minimum	13.1
Maximum	21.5
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.8 KiB

Quantile statistics

Minimum	13.1
5-th percentile	13.9
Q1	15.6
median	17.3
Q3	18.7
95-th percentile	20
Maximum	21.5
Range	8.4
Interquartile range (IQR)	3.1

Descriptive statistics

Standard deviation	1.9690273
Coefficient of variation (CV)	0.11480426
Kurtosis	-0.89449651
Mean	17.15117
Median Absolute Deviation (MAD)	1.5
Skewness	-0.14387981
Sum	5900.0023
Variance	3.8770686
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
17	12	3.5%
17.9	10	2.9%
18.5	10	2.9%
18.6	10	2.9%
15	10	2.9%
19	9	2.6%
17.8	9	2.6%
17.3	9	2.6%
18.1	9	2.6%
18.9	9	2.6%
Other values (71)	247	71.8%

Value	Count	Frequency (%)
13.1	1	0.3%
13.2	1	0.3%
13.3	1	0.3%
13.4	1	0.3%
13.5	2	0.6%
13.6	1	0.3%
13.7	6	1.7%
13.8	4	1.2%
13.9	4	1.2%
14	2	0.6%

Value	Count	Frequency (%)
21.5	1	0.3%
21.2	2	0.6%
21.1	3	0.9%
20.8	1	0.3%
20.7	3	0.9%
20.6	1	0.3%
20.5	1	0.3%
20.3	3	0.9%
20.2	1	0.3%
20.1	1	0.3%

Flipper Length (mm)
Real number (ℝ)

High correlation

Distinct	56
Distinct (%)	16.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	200.9152

Minimum	172
Maximum	231
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.8 KiB

Quantile statistics

Minimum	172
5-th percentile	181
Q1	190
median	197
Q3	213
95-th percentile	225
Maximum	231
Range	59
Interquartile range (IQR)	23

Descriptive statistics

Standard deviation	14.020657
Coefficient of variation (CV)	0.069783954
Kurtosis	-0.97234932
Mean	200.9152
Median Absolute Deviation (MAD)	11
Skewness	0.34668222
Sum	69114.83
Variance	196.57884
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
190	22	6.4%
195	17	4.9%
187	16	4.7%
193	15	4.4%
210	14	4.1%
191	13	3.8%
215	12	3.5%
196	10	2.9%
197	10	2.9%
185	9	2.6%
Other values (46)	206	59.9%

Value	Count	Frequency (%)
172	1	0.3%
174	1	0.3%
176	1	0.3%
178	4	1.2%
179	1	0.3%
180	5	1.5%
181	7	2.0%
182	3	0.9%
183	2	0.6%
184	7	2.0%

Value	Count	Frequency (%)
231	1	0.3%
230	7	2.0%
229	2	0.6%
228	4	1.2%
226	1	0.3%
225	4	1.2%
224	3	0.9%
223	2	0.6%
222	6	1.7%
221	5	1.5%

Body Mass (g)
Real number (ℝ)

High correlation

Distinct	95
Distinct (%)	27.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4201.7544

Minimum	2700
Maximum	6300
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.8 KiB

Quantile statistics

Minimum	2700
5-th percentile	3150
Q1	3550
median	4050
Q3	4750
95-th percentile	5650
Maximum	6300
Range	3600
Interquartile range (IQR)	1200

Descriptive statistics

Standard deviation	799.61306
Coefficient of variation (CV)	0.19030457
Kurtosis	-0.7057711
Mean	4201.7544
Median Absolute Deviation (MAD)	600
Skewness	0.47169045
Sum	1445403.5
Variance	639381.04
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
3800	12	3.5%
3700	11	3.2%
3900	10	2.9%
3950	10	2.9%
3550	9	2.6%
4400	8	2.3%
3450	8	2.3%
3400	8	2.3%
4300	8	2.3%
3500	7	2.0%
Other values (85)	253	73.5%

Value	Count	Frequency (%)
2700	1	0.3%
2850	2	0.6%
2900	4	1.2%
2925	1	0.3%
2975	1	0.3%
3000	2	0.6%
3050	4	1.2%
3075	1	0.3%
3100	1	0.3%
3150	4	1.2%

Value	Count	Frequency (%)
6300	1	0.3%
6050	1	0.3%
6000	2	0.6%
5950	2	0.6%
5850	3	0.9%
5800	2	0.6%
5750	1	0.3%
5700	5	1.5%
5650	3	0.9%
5600	2	0.6%

Sex
Categorical

Distinct	3
Distinct (%)	0.9%
Missing	0
Missing (%)	0.0%
Memory size	2.8 KiB

MALE	178
FEMALE	165
.	1

Length

Max length	6
Median length	4
Mean length	4.9505814
Min length	1

Characters and Unicode

Total characters	1703
Distinct characters	6
Distinct categories	2 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	1 ?
Unique (%)	0.3%

Sample

1st row	MALE
2nd row	FEMALE
3rd row	FEMALE
4th row	MALE
5th row	FEMALE

Common Values

Value	Count	Frequency (%)
MALE	178	51.7%
FEMALE	165	48.0%
.	1	0.3%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
male	178	51.7%
female	165	48.0%
	1	0.3%

Most occurring characters

Value	Count	Frequency (%)
E	508	29.8%
M	343	20.1%
A	343	20.1%
L	343	20.1%
F	165	9.7%
.	1	0.1%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	1702	99.9%
Other Punctuation	1	0.1%

Most frequent character per category

Uppercase Letter

Value	Count	Frequency (%)
E	508	29.8%
M	343	20.2%
A	343	20.2%
L	343	20.2%
F	165	9.7%

Other Punctuation

Value	Count	Frequency (%)
.	1	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	1702	99.9%
Common	1	0.1%

Most frequent character per script

Latin

Value	Count	Frequency (%)
E	508	29.8%
M	343	20.2%
A	343	20.2%
L	343	20.2%
F	165	9.7%

Common

Value	Count	Frequency (%)
.	1	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	1703	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
E	508	29.8%
M	343	20.1%
A	343	20.1%
L	343	20.1%
F	165	9.7%
.	1	0.1%

Delta 15 N (o/oo)
Real number (ℝ)

High correlation

Distinct	331
Distinct (%)	96.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	8.7333817

Minimum	7.6322
Maximum	10.02544
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.8 KiB

Quantile statistics

Minimum	7.6322
5-th percentile	7.898478
Q1	8.307415
median	8.687455
Q3	9.13617
95-th percentile	9.685715
Maximum	10.02544
Range	2.39324
Interquartile range (IQR)	0.828755

Descriptive statistics

Standard deviation	0.54039241
Coefficient of variation (CV)	0.061876651
Kurtosis	-0.65171465
Mean	8.7333817
Median Absolute Deviation (MAD)	0.406475
Skewness	0.24395225
Sum	3004.2833
Variance	0.29202395
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
8.733381697	14	4.1%
8.36821	1	0.3%
8.76651	1	0.3%
8.66496	1	0.3%
9.18718	1	0.3%
9.4606	1	0.3%
9.13362	1	0.3%
8.63243	1	0.3%
8.55583	1	0.3%
9.18528	1	0.3%
Other values (321)	321	93.3%

Value	Count	Frequency (%)
7.6322	1	0.3%
7.63452	1	0.3%
7.63884	1	0.3%
7.68528	1	0.3%
7.6887	1	0.3%
7.69778	1	0.3%
7.76843	1	0.3%
7.77672	1	0.3%
7.79958	1	0.3%
7.8208	1	0.3%

Value	Count	Frequency (%)
10.02544	1	0.3%
10.02372	1	0.3%
10.02019	1	0.3%
9.98044	1	0.3%
9.93727	1	0.3%
9.88809	1	0.3%
9.8059	1	0.3%
9.80589	1	0.3%
9.79532	1	0.3%
9.77528	1	0.3%

Delta 13 C (o/oo)
Real number (ℝ)

High correlation

Distinct	332
Distinct (%)	96.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-25.686292

Minimum	-27.01854
Maximum	-23.78767
Zeros	0
Zeros (%)	0.0%
Negative	344
Negative (%)	100.0%
Memory size	2.8 KiB

Quantile statistics

Minimum	-27.01854
5-th percentile	-26.789243
Q1	-26.28546
median	-25.79366
Q3	-25.089467
95-th percentile	-24.365844
Maximum	-23.78767
Range	3.23087
Interquartile range (IQR)	1.1959925

Descriptive statistics

Standard deviation	0.77876997
Coefficient of variation (CV)	-0.030318505
Kurtosis	-0.95217501
Mean	-25.686292
Median Absolute Deviation (MAD)	0.58581
Skewness	0.34429116
Sum	-8836.0843
Variance	0.60648266
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-25.68629154	13	3.8%
-25.33302	1	0.3%
-25.32426	1	0.3%
-25.29805	1	0.3%
-25.21799	1	0.3%
-24.89958	1	0.3%
-25.09368	1	0.3%
-25.21315	1	0.3%
-25.22588	1	0.3%
-25.06691	1	0.3%
Other values (322)	322	93.6%

Value	Count	Frequency (%)
-27.01854	1	0.3%
-26.9547	1	0.3%
-26.89644	1	0.3%
-26.86485	1	0.3%
-26.86352	1	0.3%
-26.86127	1	0.3%
-26.84506	1	0.3%
-26.84415	1	0.3%
-26.84374	1	0.3%
-26.84272	1	0.3%

Value	Count	Frequency (%)
-23.78767	1	0.3%
-23.89017	1	0.3%
-23.90309	1	0.3%
-24.10255	1	0.3%
-24.16566	1	0.3%
-24.17282	1	0.3%
-24.23592	1	0.3%
-24.25255	1	0.3%
-24.26375	1	0.3%
-24.29229	1	0.3%

	Body Mass (g)	Clutch Completion	Culmen Depth (mm)	Culmen Length (mm)	Date Egg	Delta 13 C (o/oo)	Delta 15 N (o/oo)	Flipper Length (mm)	Island	Sample Number	Sex	Species	studyName
Body Mass (g)	1.000	0.055	-0.435	0.583	0.019	-0.376	-0.549	0.841	0.456	0.009	0.404	0.603	0.000
Clutch Completion	0.055	1.000	0.196	0.000	0.348	0.084	0.149	0.090	0.123	0.151	0.000	0.151	0.051
Culmen Depth (mm)	-0.435	0.196	1.000	-0.224	0.177	0.420	0.608	-0.526	0.482	-0.049	0.388	0.632	0.106
Culmen Length (mm)	0.583	0.000	-0.224	1.000	0.238	0.144	-0.102	0.673	0.320	-0.213	0.339	0.648	0.112
Date Egg	0.019	0.348	0.177	0.238	1.000	0.446	0.342	0.263	0.684	0.562	0.000	0.761	0.929
Delta 13 C (o/oo)	-0.376	0.084	0.420	0.144	0.446	1.000	0.542	-0.345	0.490	-0.507	0.000	0.683	0.637
Delta 15 N (o/oo)	-0.549	0.149	0.608	-0.102	0.342	0.542	1.000	-0.492	0.470	0.007	0.097	0.609	0.303
Flipper Length (mm)	0.841	0.090	-0.526	0.673	0.263	-0.345	-0.492	1.000	0.498	0.058	0.305	0.695	0.219
Island	0.456	0.123	0.482	0.320	0.684	0.490	0.470	0.498	1.000	0.416	0.000	0.657	0.058
Sample Number	0.009	0.151	-0.049	-0.213	0.562	-0.507	0.007	0.058	0.416	1.000	0.000	0.296	0.750
Sex	0.404	0.000	0.388	0.339	0.000	0.000	0.097	0.305	0.000	0.000	1.000	0.000	0.000
Species	0.603	0.151	0.632	0.648	0.761	0.683	0.609	0.695	0.657	0.296	0.000	1.000	0.000
studyName	0.000	0.051	0.106	0.112	0.929	0.637	0.303	0.219	0.058	0.750	0.000	0.000	1.000

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

	studyName	Sample Number	Species	Island	Individual ID	Clutch Completion	Date Egg	Culmen Length (mm)	Culmen Depth (mm)	Flipper Length (mm)	Body Mass (g)	Sex	Delta 15 N (o/oo)	Delta 13 C (o/oo)
0	PAL0708	1	Adelie Penguin (Pygoscelis adeliae)	Torgersen	N1A1	Yes	11/11/07	39.10000	18.70000	181.000000	3750.000000	MALE	8.733382	-25.686292
1	PAL0708	2	Adelie Penguin (Pygoscelis adeliae)	Torgersen	N1A2	Yes	11/11/07	39.50000	17.40000	186.000000	3800.000000	FEMALE	8.949560	-24.694540
2	PAL0708	3	Adelie Penguin (Pygoscelis adeliae)	Torgersen	N2A1	Yes	11/16/07	40.30000	18.00000	195.000000	3250.000000	FEMALE	8.368210	-25.333020
3	PAL0708	4	Adelie Penguin (Pygoscelis adeliae)	Torgersen	N2A2	Yes	11/16/07	43.92193	17.15117	200.915205	4201.754386	MALE	8.733382	-25.686292
4	PAL0708	5	Adelie Penguin (Pygoscelis adeliae)	Torgersen	N3A1	Yes	11/16/07	36.70000	19.30000	193.000000	3450.000000	FEMALE	8.766510	-25.324260
5	PAL0708	6	Adelie Penguin (Pygoscelis adeliae)	Torgersen	N3A2	Yes	11/16/07	39.30000	20.60000	190.000000	3650.000000	MALE	8.664960	-25.298050
6	PAL0708	7	Adelie Penguin (Pygoscelis adeliae)	Torgersen	N4A1	No	11/15/07	38.90000	17.80000	181.000000	3625.000000	FEMALE	9.187180	-25.217990
7	PAL0708	8	Adelie Penguin (Pygoscelis adeliae)	Torgersen	N4A2	No	11/15/07	39.20000	19.60000	195.000000	4675.000000	MALE	9.460600	-24.899580
8	PAL0708	9	Adelie Penguin (Pygoscelis adeliae)	Torgersen	N5A1	Yes	11/9/07	34.10000	18.10000	193.000000	3475.000000	MALE	8.733382	-25.686292
9	PAL0708	10	Adelie Penguin (Pygoscelis adeliae)	Torgersen	N5A2	Yes	11/9/07	42.00000	20.20000	190.000000	4250.000000	MALE	9.133620	-25.093680

	studyName	Sample Number	Species	Island	Individual ID	Clutch Completion	Date Egg	Culmen Length (mm)	Culmen Depth (mm)	Flipper Length (mm)	Body Mass (g)	Sex	Delta 15 N (o/oo)	Delta 13 C (o/oo)
334	PAL0910	115	Gentoo penguin (Pygoscelis papua)	Biscoe	N35A1	Yes	11/25/09	46.20000	14.10000	217.000000	4375.000000	FEMALE	8.302310	-25.960130
335	PAL0910	116	Gentoo penguin (Pygoscelis papua)	Biscoe	N35A2	Yes	11/25/09	55.10000	16.00000	230.000000	5850.000000	MALE	8.083540	-26.181610
336	PAL0910	117	Gentoo penguin (Pygoscelis papua)	Biscoe	N36A1	Yes	12/1/09	44.50000	15.70000	217.000000	4875.000000	.	8.041110	-26.184440
337	PAL0910	118	Gentoo penguin (Pygoscelis papua)	Biscoe	N36A2	Yes	12/1/09	48.80000	16.20000	222.000000	6000.000000	MALE	8.338250	-25.885470
338	PAL0910	119	Gentoo penguin (Pygoscelis papua)	Biscoe	N38A1	No	12/1/09	47.20000	13.70000	214.000000	4925.000000	FEMALE	7.991840	-26.205380
339	PAL0910	120	Gentoo penguin (Pygoscelis papua)	Biscoe	N38A2	No	12/1/09	43.92193	17.15117	200.915205	4201.754386	MALE	8.733382	-25.686292
340	PAL0910	121	Gentoo penguin (Pygoscelis papua)	Biscoe	N39A1	Yes	11/22/09	46.80000	14.30000	215.000000	4850.000000	FEMALE	8.411510	-26.138320
341	PAL0910	122	Gentoo penguin (Pygoscelis papua)	Biscoe	N39A2	Yes	11/22/09	50.40000	15.70000	222.000000	5750.000000	MALE	8.301660	-26.041170
342	PAL0910	123	Gentoo penguin (Pygoscelis papua)	Biscoe	N43A1	Yes	11/22/09	45.20000	14.80000	212.000000	5200.000000	FEMALE	8.242460	-26.119690
343	PAL0910	124	Gentoo penguin (Pygoscelis papua)	Biscoe	N43A2	Yes	11/22/09	49.90000	16.10000	213.000000	5400.000000	MALE	8.363900	-26.155310

Overview

Variables

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Uppercase Letter

Most occurring scripts

Most frequent character per script

Common

Latin

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Uppercase Letter

Space Separator

Open Punctuation

Close Punctuation

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Uppercase Letter

Most occurring scripts

Most frequent character per script

Latin

Most occurring blocks

Most frequent character per block

ASCII

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Uppercase Letter

Most occurring scripts

Most frequent character per script

Common

Latin

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Other Punctuation

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category